Abstract: Certain aspects provide techniques and apparatuses for efficient operation of a machine learning model based on partitioning the machine learning model. An example method generally includes receiving a graph for a machine learning model. The graph for the machine learning model generally includes a plurality of subgraphs representing different portions of the machine learning model. The machine learning model is instantiated across a plurality of process domains associated with a same application based on the plurality of subgraphs in the graph for the machine learning model. An inference is generated based on executing the machine learning model across the plurality of process domains, and one or more actions are taken based on the generated inference.

Abstract: A method of forming a shaped foamed polymer article and articles obtained from said method.

Abstract: The present invention provides single chain T cell engager (TCE) molecules having an scFab that binds a target antigen and an scFv that binds CD3, and TCE molecules that bind CCR8 and CD3. Methods of treating cancer are also provided.

Abstract: Theranostic compounds are provided having formula: or a salt thereof.

Abstract: A kyphoplasty system disclosed herein includes various instruments which can be selectively used to perform a kyphoplasty operation on a patient. For example, in some embodiments the kyphoplasty system includes an inflation plunger that is used to deliver a balloon inflation medium to enlarge an implantable balloon device. Further, some embodiments described herein include a connection system between the implantable balloon device and its delivery shaft that is simple to construct and easy to use. For example, in some embodiments one or more sutures are used to releasably connect the implantable balloon device to its delivery shaft.

Abstract: An electrical contact includes a cantilever beam extending from a beam connected end connected to a body of the electrical contact to a beam free end along an insertion direction, and a protection tab extending from a tab connected end connected to the body of the electrical contact to a tab free end in a direction opposite to the insertion direction. The tab free end is positioned between the beam free end and the beam connected end along the direction opposite to the insertion direction.

Abstract: The present invention provides anti-CCR8 antibodies and antigen-binding fragments thereof, and methods of making and using said anti-CCR8 antibodies and antigen-binding fragments thereof.

Abstract: A syringe adapter driver system includes a housing configured to receive a syringe device and an actuator attached to the housing, the actuator configured to drive a plunger assembly to cause the plunger assembly to extend or retract through a barrel of the syringe and expel or receive therapeutic. A syringe driver assembly removably attaches the plunger assembly to the housing, wherein the syringe driver assembly moves relative to the housing. A lead screw mechanically couples the actuator to the syringe driver assembly.

Abstract: A closed-loop infusion system includes a therapeutic delivery system configured to deliver a therapeutic to a patient and an imaging system configured to obtain an image of the target location. A computer processor is communicatively coupled to the therapeutic delivery system and the imaging system, wherein the computer processor is configured to control delivery of the therapeutic to the patient based on data from the imaging system.

Abstract: An ink for printing an active layer in an electrochemical cell using a high-speed printing process, the ink comprising: a solvent; and an active-layer-forming material for forming an active layer; wherein the active-layer-forming material comprises: an active material in suspension in the solvent; and a polymeric binder. Also provided are electrodes made using the ink, electrolytic cells comprising electrodes and articles comprising the electrolytic cells.

Abstract: Natural language generation technology is disclosed that applies artificial intelligence to structured data to determine content for expression in natural language narratives that describe the structured data. A graph data structure is employed, where the graph data structure comprises a plurality of nodes. Each of a plurality of the nodes (1) represents a corresponding intent so that a plurality of different nodes represent different corresponding intents and (2) is associated with one or more links to one or more of the nodes to define relationships among the intents.

Abstract: Systems and related methods for preparing and treating damage in an ankle joint. The system may include one or more of a reamer, a surgical device, a tibial implant, a placement tool, and a talar implant. The reamer may prepare an intramedullary canal for implantation of an implant. The reamer may include a plurality of nested reamer elements that may be expanded into the intramedullary canal. The surgical device may include a housing containing the reamer and be configured to orient the reamer with the intramedullary canal. The tibial implant may include a plurality of stem components. The placement tool may be configured to combine the plurality of stem components. The talar implant may be configured to be implanted in a talus.

Abstract: A kyphoplasty system includes various instruments which can be selectively used in a surgical theater (e.g., during a surgical operation on a patient) or a surgical training environment. The kyphoplasty system can include one or more of a kyphoplasty apparatus, a prone table mat, a connector system, a bone introducer needle, and a biopsy device. The kyphoplasty system may also include a training system for use in the training environment.

Abstract: A method of forming a shaped article wherein said article comprises at least two parts which are chemically bonded, the method comprising: assembling at least two non chemically bonded parts in a weld cavity of a tool to form an assembly of the at least two parts, wherein said weld cavity is adapted to receive the assembly of at least two parts in the form of the shaped article; sealing the weld cavity of the tool; melting the assembly of at least two parts to chemically bond the at least two parts together to form the shaped article, wherein the shape of the weld cavity is matched to the outer circumference of the assembly of parts such that thermal expansion forces the polymer parts against the weld cavity surface and the pressure leads to full surface bonds between all parts, and wherein the tool forming the weld cavity comprises two halves forming a piston which fits into the bore of a bolster component and the plane of the split line between the two piston halves is parallel to the axis of the bore such

Abstract: A contact includes a cantilever beam and a protection tab. The cantilever beam extends from a beam connected end to a beam free end along an insertion direction. The protection tab extends from a tab connected end to a tab free end in a direction opposite to the insertion direction. The tab free end is positioned adjacent to the beam free end.

Abstract: Aspects of the present disclosure are generally related to a battery pack having a carbon fiber battery case, the battery pack comprising a plurality of pouch cells. Further, the battery pack having a carbon fiber battery case may include a casing formed with carbon fiber, the casing having one or more carbon fiber separation sheets and, the casing configured to dissipate heat from the plurality of pouch cells in a direction along carbon fibers of the casing.

Abstract: A lightweight end cap for an ammunition cartridge, said end cap having a central axis along its axial length, with a first radius; wherein said end cap further comprises a swept volume rebate; having a second radius less than the first radius, wherein the second radius is at least 10% smaller than the first radius, and wherein the swept volume rebate extends along at least 10% of the axial length of said end cap, wherein the end cap further comprises an extractor groove suitable for receiving an ejection mechanism.

Abstract: Systems and methods are configured to synchronize a medical device intervention wherein the anatomy moves or changes shape relative to the medical device. A medical device is positioned relative to anatomy. Data is then obtained regarding a position of the anatomy. The data is used to synchronize a position of the medical device relative to the anatomy such as to maintain a relative position between the medical device and the anatomy such as a specific portion of the anatomy.

Abstract: A kyphoplasty system disclosed herein includes various instruments which can be selectively used to perform a kyphoplasty operation on a patient. For example, in some embodiments the kyphoplasty system includes an improved detachment mechanism between the balloon implant and its delivery shaft.

Abstract: According to the present invention, there is provided an ammunition belt link comprising, a sprung wire, said sprung wire arranged to form a first receiving portion suitable for retaining a first ammunition cartridge, a second receiving portion suitable for retaining a second ammunition cartridge, a spacer between said first receiving and second receiving portions, an ammunition cartridge locator aide, said locator aid locates in an ejector groove of a received cartridge and, the wire ammunition belt link further comprising a support surface suitable for retaining the first and/or second ammunition cartridge.